{ "bench_version": 1, "track": "tabular", "model": "mlp_tiny", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.003, "weight_decay": 0.0 }, "sweep": [ { "cfg": { "lr": 0.001, "weight_decay": 0.0 }, "mean": 189.66867446899414 }, { "cfg": { "lr": 0.001, "weight_decay": 0.0001 }, "mean": 189.60668563842773 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0 }, "mean": 19.660808086395264 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0001 }, "mean": 19.741307735443115 }, { "cfg": { "lr": 0.006, "weight_decay": 0.0 }, "mean": 22.842825889587402 }, { "cfg": { "lr": 0.006, "weight_decay": 0.0001 }, "mean": 22.87500286102295 } ], "full": { "mean": 20.874786138534546, "std": 4.428642414489589, "per_seed": [ 16.815889358520508, 18.23108673095703, 27.367088317871094, 16.229167938232422, 28.437650680541992, 17.556045532226562, 21.989797592163086, 20.371562957763672 ], "n": 8 } }, "idea": { "mean": 191.32705307006836, "std": 10.504082612747036, "per_seed": [ 198.2303466796875, 194.18316650390625, 201.94972229003906, 189.76544189453125, 178.002685546875, 195.01913452148438, 171.26991271972656, 202.19601440429688 ], "n": 8 }, "comparison": { "delta_mean": 170.4522669315338, "idea_wins": 0, "n_pairs": 8, "per_seed_diffs": [ 181.414457321167, 175.95207977294922, 174.58263397216797, 173.53627395629883, 149.565034866333, 177.4630889892578, 149.28011512756348, 181.8244514465332 ], "p_value": 0.0081, "mde": 11.128805371835032, "mde_rel_pct": 53.312188675750896, "verdict": "idea worse (significant)", "system_worked": false }, "track_choice": "optimizer intervention structurally matches the tabular optimizer track", "baseline_grid": [ { "lr": 0.001, "weight_decay": 0.0 }, { "lr": 0.001, "weight_decay": 0.0001 }, { "lr": 0.003, "weight_decay": 0.0 }, { "lr": 0.003, "weight_decay": 0.0001 }, { "lr": 0.006, "weight_decay": 0.0 }, { "lr": 0.006, "weight_decay": 0.0001 } ], "idea_grid": [ { "h": 0.001, "mass": 1.0 }, { "h": 0.003, "mass": 1.0 }, { "h": 0.006, "mass": 1.0 } ], "idea_best_cfg": { "h": 0.006, "mass": 1.0 }, "mechanism_signature": { "prediction": "leapfrog trained-model energy oscillation scales approximately as h^2", "step_sizes": [ 0.001, 0.003, 0.006 ], "observed_energy_ranges": [ 0.011682417884003371, 0.10293819382786751, 0.5033693164587021 ], "loglog_slope": 2.0894278143286225, "confirmed": true }, "idea_sweep": [ { "cfg": { "h": 0.001, "mass": 1.0 }, "result": { "mean": 235.28918075561523, "std": 7.613234616794597, "per_seed": [ 243.13882446289062, 235.24093627929688, 240.7924346923828, 221.10401916503906, 244.659912109375, 230.86053466796875, 228.01934814453125, 238.4974365234375 ], "n": 8 } }, { "cfg": { "h": 0.003, "mass": 1.0 }, "result": { "mean": 226.3181381225586, "std": 6.927247858722839, "per_seed": [ 233.64035034179688, 226.38275146484375, 233.14788818359375, 214.47064208984375, 231.64706420898438, 223.7176513671875, 216.8732147216797, 230.66554260253906 ], "n": 8 } }, { "cfg": { "h": 0.006, "mass": 1.0 }, "result": { "mean": 191.32705307006836, "std": 10.504082612747036, "per_seed": [ 198.2303466796875, 194.18316650390625, 201.94972229003906, 189.76544189453125, 178.002685546875, 195.01913452148438, 171.26991271972656, 202.19601440429688 ], "n": 8 } } ] }